athena
AIX360
| athena | AIX360 | |
|---|---|---|
| 1 | 2 | |
| 42 | 1,538 | |
| - | 2.0% | |
| 0.0 | 8.2 | |
| over 2 years ago | 2 months ago | |
| Python | Python | |
| MIT License | Apache License 2.0 |
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For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
athena
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How to Put Out Democracy’s Dumpster Fire: Our democratic habits have been killed off by an internet kleptocracy that profits from disinformation, polarization, and rage. Here’s how to fix that.
While users could bookmark algorithms for use anywhere on reddit, the default sorting mode for a subreddit would be established by an ensemble of the algorithms, weighted by the usage of the those algorithms on that subreddit. Such a system could be robust against bot attacks, as an adversary must defeat not one algorithm, but the majority of algorithms used (see Athena: "A Framework for Defending Machine Learning Systems Against Adversarial Attacks").
AIX360
- [D] DL Practitioners, Do You Use Layer Visualization Tools s.a GradCam in Your Process?
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[R] Explaining the Explainable AI: A 2-Stage Approach - Link to a free online lecture by the author in comments
One Explanation Does Not Fit All: A Toolkit and Taxonomy of AI Explainability Techniques https://arxiv.org/abs/1909.03012 https://github.com/Trusted-AI/AIX360
What are some alternatives?
fawkes - Fawkes, privacy preserving tool against facial recognition systems. More info at https://sandlab.cs.uchicago.edu/fawkes
AIF360 - A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.
TextAttack - TextAttack 🐙 is a Python framework for adversarial attacks, data augmentation, and model training in NLP https://textattack.readthedocs.io/en/master/
explainable-cnn - 📦 PyTorch based visualization package for generating layer-wise explanations for CNNs.
faceswap - Deepfakes Software For All
cleverhans - An adversarial example library for constructing attacks, building defenses, and benchmarking both
DiCE - Generate Diverse Counterfactual Explanations for any machine learning model.
awesome-shapley-value - Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)
backpack - BackPACK - a backpropagation package built on top of PyTorch which efficiently computes quantities other than the gradient.
DALEX - moDel Agnostic Language for Exploration and eXplanation
TorchDrift - Drift Detection for your PyTorch Models
pytea - PyTea: PyTorch Tensor shape error analyzer